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Showing posts with label S7 NOTES. Show all posts
Showing posts with label S7 NOTES. Show all posts

Friday, October 5, 2018

KTU B.Tech S7 Lecture Notes Geo-Environmental Engineering

KTU B.Tech S7 Lecture Notes Geo-Environmental Engineering



Module-1
Introduction and Soil-water-environment interaction : Introduction to geo environmental Engineering, Soil-water-environment interaction relating to geo technical problems, Waste:-source, classification and management of
waste, Physical, chemical and geotechnical characterization of municipal solid waste, Impact of waste dump and its remediation
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Module-2
Geotechnical application of waste and disposal: Geotechnical use of different types such as Thermal power plant waste, MSW, mine waste, industrial waste. Waste disposal facilities, Parameters controlling the selection of site for sanitary and industrial landfill. Site characterization. MoEF guidelines.
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KTU B.Tech S7 Lecture Notes Quantity Surveying and Valuation

KTU B.Tech S7 Lecture Notes Quantity Surveying and Valuation



Module-1
General Introduction- Quantity Surveying- Basic principles-Types of Estimates - Specifications- purposes and basic principles-general
specifications - Detailed specifications-Method of measurement of
various items of work.Analysis of rates- Introduction to the use of CPWD data book and schedule of rates- conveyance and conveyance statement
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Module-3
Detailed estimate including quantities, abstract and preparation of
various items of works- buildings- centerline method and long wall
short wall method- sanitary and water supply works- soak pits, septic tanks, overhead tanks, culverts, Retaining walls, road construction.Bar-bending schedule-preparation of bar-bending schedule for RCC works connected with building construction, culverts and minor irrigation works.
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KTU B.Tech S7 Lecture Notes Transportation Engineering -II

KTU B.Tech S7 Lecture Notes Transportation Engineering -II

Module-1
Introduction to Railways in India: Role of Indian Railways in National Development – Railways for Urban Transportation – Modern developments- LRT & MRTS, tube railways, high speed tracks.Alignment- basic requirements and factors affecting selection, Component parts of a railway track - requirements and functions - Typical cross-section

Module-2
Permanent Way: Components and their Functions: Rails - Types of Rails, Rail Fastenings, Concept of Gauges, Coning of Wheels, Creeps and kinks .Sleepers – Functions, Materials, Density , Ballast less Tracks.Geometric design of railway track: Horizontal curves, radius – super elevation -cant deficiency - transition curves - gradients - different types -Compensation of gradients.


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KTU B.Tech S7 Lecture notes Environmental Engineering- I

KTU B.Tech S7 Lecture notes Environmental Engineering- I



Module-1
Introduction of environment- sources of water supply-Water demand,quantification of water demand through population forecasting –Factors affecting consumption-Fluctuations in demand
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Module-2
Types of intakes-Conveyors, pumps and location of pumping station-Quality of water - Drinking water standards - Physical, chemical and biological analysis.
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KTU B.Tech S7 Lecture notes Structural Analysis- III

KTU B.Tech S7 Lecture notes Structural Analysis- III

Module-1
Approximate Methods of Analysis of Multistoried Frames: Analysis
for vertical loads-substitute frames-loading condition for maximum
hogging and sagging moments in beams and maximum bending
moment in columns- wind load analysis of multistoried frames –
portal method and cantilever method for lateral load analysis.




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KTU B.Tech S7 Lecture notes Design of Steel Structures

KTU B.Tech S7 Lecture notes Design of Steel Structures

Module-1
Introduction to steel and steel structures, properties of steel,
structural steel sections. Introduction to design: Design loads and
load combinations, limit state design concepts. Connections bolted
and welded ( direct loads)
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Module-2
Tension members-Types of sections – net area- design of tension
members- concept of shear lag-use of lug angle-connections in
tension members
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Sunday, September 30, 2018

KTU B.Tech S7 Lecture notes Machine Learning

KTU B.Tech S7 Lecture Notes Machine Learning


Module-1
Introduction to Machine Learning, Examples of Machine
Learning applications - Learning associations, Classification,
Regression, Unsupervised Learning, Reinforcement Learning.
Supervised learning- Input representation, Hypothesis class,
Version space, Vapnik-Chervonenkis (VC) Dimension
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Module-2
Probably Approximately Learning (PAC), Noise, Learning
Multiple classes, Model Selection and Generalization,
Dimensionality reduction- Subset selection, Principle
Component Analysis
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Classification- Cross validation and re-sampling methods- K- fold cross validation, Boot strapping, Measuring classifier performance- Precision, recall, ROC curves. Bayes Theorem, Bayesian classifier, Maximum Likelihood estimation, Density functions, Regression.


Decision Trees- Entropy, Information Gain, Tree construction, ID3, Issues in Decision Tree learning- Avoiding Over-fitting, Reduced Error Pruning, The problem of Missing Attributes, Gain Ratio, Classification by Regression (CART), Neural Networks- The Perceptron, Activation Functions, Training Feed Forward Network by Back Propagation.


Kernel Machines- Support Vector Machine- Optimal Separating hyper plane, Soft-margin hyperplane, Kernel trick, Kernel functions. Discrete Markov Processes, Hidden Markov models, Three basic problems of HMMs- Evaluation problem, finding state sequence, Learning model parameters. Combining multiple learners, Ways to achieve diversity, Model combination schemes, Voting, Bagging, Booting.

Unsupervised Learning - Clustering Methods - K-means, Expectation-Maximization Algorithm, Hierarchical Clustering Methods , Density based clustering.


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